Data Mining Problem
I) Consider the market basket transactions. When answering the below questions, provide reasoning for each. Also, clearly indicate for instance how you came up with the answer for the questions asked below. Show detailed steps/explanation for each of the question below.
i. What is the maximum number of association rules that can be extracted from this data (including rules that have zero support)?
ii. What is the maximum size of frequent itemsets that can be extracted (assuming minsup >0)?
iii. Write an expression for the maximum number of size-3 itemsets that can be derived from this data set.
iv. Find an itemset (of size 2 or larger) that has the largest support.
v. Find a pair of items, a and b, such that the rules and have the same confidence.
II. What is Anomaly Detection? Describe in detail the characteristics of the Anomaly Detection Problems. Also, describe in detail the characteristics of Anomaly Detection Methods.
The response must include a reference list. One-inch margins, double-space, Using Times New Roman 12 pnt font and APA style of writing and citations.